WildShadowRemover: In-the-Wild Video Shadow Removal via Detail-Preserving Video Diffusion Models
This work presents WildShadowRemover, a framework that adapts a pretrained video diffusion model for robust video shadow removal via LoRA fine-tuning, and augment the frozen VAE decoder with a detail injection module and introduce a shadow-mask-guided frequency-decomposed modulation module to selectively restore high-frequency textures while suppressing shadow artifacts.